diff --git a/core/source/generation/contents_generator.py b/core/source/generation/contents_generator.py
index d262877..5d0f6d2 100644
--- a/core/source/generation/contents_generator.py
+++ b/core/source/generation/contents_generator.py
@@ -1,6 +1,7 @@
 import json
 
 
+# Utils
 def slugify(name):
     return name.lower().replace(" ", "-").replace("(", "").replace(")", "")
 
@@ -23,25 +24,7 @@ def format_stars(n):
         return str(n)
 
 
-"""
-def format_stars(n):
-    if n >= 1_000_000:
-        value = n / 1_000_000
-        suffix = "M"
-    elif n >= 1_000:
-        value = n / 1_000
-        suffix = "k"
-    else:
-        return str(n)
-    
-    # If it's a whole number, don't show decimal point
-    if value == int(value):
-        return f"{int(value)}{suffix}"
-    else:
-        return f"{value:.1f}{suffix}"
-"""
-
-
+# Generates actual list contents in markdown (categories and projects within)
 def generate_contents(platform="all"):
     with open("core/data/static/categories.json", "r", encoding="utf-8") as f:
         cat_data = json.load(f)
@@ -56,6 +39,7 @@ def generate_contents(platform="all"):
     subcategories = cat_data.get("subcategories", [])
     applications = app_data.get("applications", [])
 
+    # Map id's to corresponding names
     parent_map = {cat["id"]: cat["name"] for cat in categories}
     attribute_map = {
         attribute["id"]: attribute["emoji"] for attribute in tags_data["attributes"]
@@ -75,6 +59,7 @@ def generate_contents(platform="all"):
     for key in subcat_by_parent:
         subcat_by_parent[key].sort(key=lambda x: x["Name"].lower())
 
+    # Include projects relative to type of list being gneerated (all or platform specific)
     apps_by_subcat = {}
     for app in applications:
         include = False
diff --git a/resources/dev/ARCHITECTURE.md b/resources/dev/ARCHITECTURE.md
index 5797f58..1373f37 100644
--- a/resources/dev/ARCHITECTURE.md
+++ b/resources/dev/ARCHITECTURE.md
@@ -1,6 +1,9 @@
 
 # Architecture
-Here's a look at how the "backend" of the list works. 
+Here's a look at how this list works. 
+
+# The List Itself
+The core of this list is powered by Python using UV and Ruff for linting and formatting.
 
 ## README Generation
 All applications are stored inside [`applications.json`](core/data/dynamic/applications.json). Categories are declared inside [`categories.json`](core/data/static/categories.json). Instead of a nested format with subcategories as on object of it's parent, we've given subcategories a `parent` attribute. There's also a [`tags.json`](core/data/static/tags.json). Instead of putting the emoji inside of the ```tags``` attribute in `applications.json`, the id is used, for example, `commercial` or `disruptive`.. These id's are mapped to their corresponding emoji for when the READMEs are generated and makes``applications.json``` more readable.